The Bayesian community should really start going to ICLR. They really should have started going years ago. Some people actually have. For too long we Bayesians have, quite arrogantly, dismissed deep neural networks as unprincipled, dumb black boxes that lack elegance. We said that highly over-parametrised models fitted via maximum